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+============================================================
+SCALED REGULARIZATION GRID SEARCH - DEPTH 8
+Job ID: 15348085 | Node: gpub032
+Start: Mon Jan  5 13:03:23 CST 2026
+============================================================
+Grid: λ_reg=[0.01, 0.05, 0.1, 0.3] × reg_type=[mult_linear, mult_log]
+Total: 8 experiments
+============================================================
+NVIDIA A40, 46068 MiB
+============================================================
+======================================================================
+SCALED REGULARIZATION GRID SEARCH
+======================================================================
+Depth: 8
+Epochs: 100
+Device: cuda
+GPU: NVIDIA A40
+======================================================================
+
+Grid: 4 λ_reg × 2 reg_types = 8 experiments
+λ_reg values: [0.01, 0.05, 0.1, 0.3]
+reg_types: ['mult_linear', 'mult_log']
+
+Loading CIFAR-100...
+Train: 50000, Test: 10000
+
+============================================================
+Config: depth=8, reg_type=mult_linear, λ_reg=0.01
+============================================================
+  Training Vanilla...
+    Epoch  10: test=0.426
+    Epoch  20: test=0.515
+    Epoch  30: test=0.547
+    Epoch  40: test=0.570
+    Epoch  50: test=0.585
+    Epoch  60: test=0.585
+    Epoch  70: test=0.593
+    Epoch  80: test=0.590
+    Epoch  90: test=0.598
+    Epoch 100: test=0.597
+  Training Lyapunov (mult_linear, λ_reg=0.01)...
+    Epoch  10: test=0.010 λ=1.664
+    Epoch  20: test=0.010 λ=1.676
+    Epoch  30: test=0.010 λ=1.585
+    Epoch  40: test=0.010 λ=1.662
+    Epoch  50: test=0.010 λ=1.611
+    Epoch  60: test=0.010 λ=1.688
+    Epoch  70: test=0.010 λ=1.662
+    Epoch  80: test=0.010 λ=1.704
+    Epoch  90: test=0.010 λ=1.909
+    Epoch 100: test=0.010 λ=1.858
+  Result: Vanilla=0.598, Lyap=0.010, Δ=-0.588
+
+============================================================
+Config: depth=8, reg_type=mult_log, λ_reg=0.01
+============================================================
+  Training Vanilla...
+    Epoch  10: test=0.445
+    Epoch  20: test=0.521
+    Epoch  30: test=0.550
+    Epoch  40: test=0.560
+    Epoch  50: test=0.586
+    Epoch  60: test=0.590
+    Epoch  70: test=0.601
+    Epoch  80: test=0.605
+    Epoch  90: test=0.609
+    Epoch 100: test=0.609
+  Training Lyapunov (mult_log, λ_reg=0.01)...
+    Epoch  10: test=0.010 λ=1.644
+    Epoch  20: test=0.010 λ=1.615
+    Epoch  30: test=0.010 λ=1.614
+    Epoch  40: test=0.012 λ=1.703
+    Epoch  50: test=0.010 λ=1.646
+    Epoch  60: test=0.008 λ=1.620
+    Epoch  70: test=0.011 λ=1.611
+    Epoch  80: test=0.010 λ=1.622
+    Epoch  90: test=0.012 λ=1.642
+    Epoch 100: test=0.011 λ=1.596
+  Result: Vanilla=0.609, Lyap=0.012, Δ=-0.597
+
+============================================================
+Config: depth=8, reg_type=mult_linear, λ_reg=0.05
+============================================================
+  Training Vanilla...
+    Epoch  10: test=0.420
+    Epoch  20: test=0.526
+    Epoch  30: test=0.565
+    Epoch  40: test=0.580
+    Epoch  50: test=0.589
+    Epoch  60: test=0.596
+    Epoch  70: test=0.600
+    Epoch  80: test=0.597
+    Epoch  90: test=0.600
+    Epoch 100: test=0.607
+  Training Lyapunov (mult_linear, λ_reg=0.05)...
+    Epoch  10: test=0.010 λ=1.668
+    Epoch  20: test=0.010 λ=1.552
+    Epoch  30: test=0.010 λ=1.514
+    Epoch  40: test=0.010 λ=1.510
+    Epoch  50: test=0.010 λ=1.518
+    Epoch  60: test=0.010 λ=1.520
+    Epoch  70: test=0.010 λ=1.519
+    Epoch  80: test=0.010 λ=1.522
+    Epoch  90: test=0.010 λ=1.521
+    Epoch 100: test=0.010 λ=1.519
+  Result: Vanilla=0.607, Lyap=0.010, Δ=-0.597
+
+============================================================
+Config: depth=8, reg_type=mult_log, λ_reg=0.05
+============================================================
+  Training Vanilla...
+    Epoch  10: test=0.446
+    Epoch  20: test=0.522
+    Epoch  30: test=0.555
+    Epoch  40: test=0.565
+    Epoch  50: test=0.588
+    Epoch  60: test=0.590
+    Epoch  70: test=0.585
+    Epoch  80: test=0.596
+    Epoch  90: test=0.598
+    Epoch 100: test=0.603
+  Training Lyapunov (mult_log, λ_reg=0.05)...
+    Epoch  10: test=0.010 λ=1.643
+    Epoch  20: test=0.010 λ=1.557
+    Epoch  30: test=0.010 λ=1.589
+    Epoch  40: test=0.010 λ=1.580
+    Epoch  50: test=0.010 λ=1.613
+    Epoch  60: test=0.010 λ=1.635
+    Epoch  70: test=0.010 λ=1.648
+    Epoch  80: test=0.010 λ=1.688
+    Epoch  90: test=0.010 λ=1.818
+    Epoch 100: test=0.010 λ=1.682
+  Result: Vanilla=0.603, Lyap=0.010, Δ=-0.593
+
+============================================================
+Config: depth=8, reg_type=mult_linear, λ_reg=0.1
+============================================================
+  Training Vanilla...
+    Epoch  10: test=0.436
+    Epoch  20: test=0.534
+    Epoch  30: test=0.547
+    Epoch  40: test=0.577
+    Epoch  50: test=0.598
+    Epoch  60: test=0.597
+    Epoch  70: test=0.604
+    Epoch  80: test=0.600
+    Epoch  90: test=0.608
+    Epoch 100: test=0.600
+  Training Lyapunov (mult_linear, λ_reg=0.1)...
+    Epoch  10: test=0.010 λ=1.502
+    Epoch  20: test=0.010 λ=1.495
+    Epoch  30: test=0.010 λ=1.511
+    Epoch  40: test=0.010 λ=1.520
+    Epoch  50: test=0.010 λ=1.522
+    Epoch  60: test=0.010 λ=1.521
+    Epoch  70: test=0.010 λ=1.526
+    Epoch  80: test=0.010 λ=1.523
+    Epoch  90: test=0.010 λ=1.526
+    Epoch 100: test=0.010 λ=1.523
+  Result: Vanilla=0.608, Lyap=0.010, Δ=-0.598
+
+============================================================
+Config: depth=8, reg_type=mult_log, λ_reg=0.1
+============================================================
+  Training Vanilla...
+    Epoch  10: test=0.433
+    Epoch  20: test=0.523
+    Epoch  30: test=0.547
+    Epoch  40: test=0.577
+    Epoch  50: test=0.592
+    Epoch  60: test=0.593
+    Epoch  70: test=0.602
+    Epoch  80: test=0.605
+    Epoch  90: test=0.605
+    Epoch 100: test=0.606
+  Training Lyapunov (mult_log, λ_reg=0.1)...
+    Epoch  10: test=0.010 λ=1.796